Research Article
A New Conway Maxwell–Poisson Liu Regression Estimator—Method and Application
Table 7
Estimated MSEs of the COMPRM estimators, when
and
.
| n | ρ | MLE | | | | | | | | | | | | |
| 50 | 0.80 | 12.499 | 3.380 | 4.104 | 9.078 | 2.425 | 3.265 | 3.339 | 7.266 | 2.425 | 3.075 | 2.780 | 7.266 | 2.425 | 0.90 | 21.315 | 4.702 | 5.883 | 15.449 | 2.228 | 3.872 | 3.691 | 11.357 | 2.210 | 3.359 | 2.737 | 11.357 | 2.198 | 0.95 | 41.605 | 8.442 | 10.981 | 31.267 | 1.947 | 5.544 | 4.937 | 21.024 | 1.926 | 4.116 | 2.872 | 21.024 | 1.911 | 0.99 | 214.382 | 50.858 | 62.094 | 184.77 | 1.930 | 19.107 | 16.032 | 99.820 | 1.142 | 10.705 | 5.276 | 99.820 | 1.090 |
| 100 | 0.80 | 8.377 | 2.584 | 2.798 | 5.615 | 2.399 | 2.619 | 2.678 | 5.099 | 2.399 | 2.665 | 2.505 | 5.099 | 2.399 | 0.90 | 15.056 | 3.216 | 3.961 | 10.130 | 2.333 | 3.157 | 3.263 | 8.701 | 2.333 | 3.072 | 2.674 | 8.701 | 2.333 | 0.95 | 26.917 | 4.628 | 5.468 | 18.535 | 2.018 | 4.037 | 3.632 | 14.981 | 2.013 | 3.486 | 2.579 | 14.981 | 2.005 | 0.99 | 126.189 | 21.054 | 26.319 | 94.634 | 1.020 | 13.853 | 11.793 | 66.917 | 0.904 | 7.774 | 3.699 | 66.917 | 0.871 |
| 150 | 0.80 | 8.168 | 2.412 | 2.505 | 5.245 | 2.354 | 2.412 | 2.453 | 4.816 | 2.354 | 2.512 | 2.398 | 4.816 | 2.354 | 0.90 | 16.612 | 3.148 | 3.716 | 11.066 | 2.365 | 3.183 | 3.177 | 9.674 | 2.365 | 3.178 | 2.644 | 9.674 | 2.365 | 0.95 | 29.902 | 4.154 | 5.051 | 20.500 | 1.800 | 4.070 | 3.565 | 16.221 | 1.800 | 3.528 | 2.434 | 16.221 | 1.800 | 0.99 | 157.077 | 25.444 | 28.331 | 123.676 | 1.215 | 16.414 | 13.380 | 84.299 | 0.774 | 8.662 | 3.947 | 84.299 | 0.731 |
| 200 | 0.80 | 7.813 | 2.420 | 2.552 | 4.983 | 2.368 | 2.436 | 2.502 | 4.691 | 2.368 | 2.528 | 2.427 | 4.691 | 2.368 | 0.90 | 14.655 | 2.808 | 3.133 | 9.427 | 2.406 | 2.890 | 2.859 | 8.408 | 2.406 | 3.031 | 2.574 | 8.408 | 2.406 | 0.95 | 29.0736 | 4.150 | 4.941 | 19.217 | 1.984 | 4.228 | 3.727 | 16.060 | 1.980 | 3.740 | 2.581 | 16.060 | 1.979 | 0.99 | 138.995 | 19.705 | 22.767 | 108.465 | 0.959 | 14.770 | 12.609 | 74.044 | 0.744 | 8.119 | 3.809 | 74.044 | 0.725 |
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